Retrieving relevant time-course experiments: a study on Arabidopsis microarrays

被引:1
作者
Sener, Duygu Dede [1 ]
Ogul, Hasan [1 ]
机构
[1] Baskent Univ, Dept Comp Engn, Bagl Campus, TR-06810 Ankara, Turkey
关键词
botany; lab-on-a-chip; genetics; bioinformatics; information retrieval; data mining; data analysis; associative processing; relevant time-course experiment retrieval; time-course Arabidopsis microarray; time-course gene regulation; stimulus response; systems biology; computational method; gene behaviour model; gene networked interaction; latent parameter; model parameter estimation; meta-analysis; time-course gene expression experiment; computational framework; time-course experiment query; relevant experiment list; repository; environmental factor; query experiment; experimental content similarity; SERIES GENE-EXPRESSION; NETWORKS; RECONSTRUCTION; THALIANA; SIGNALS; SEARCH; MODELS;
D O I
10.1049/iet-syb.2015.0042
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
Understanding time-course regulation of genes in response to a stimulus is a major concern in current systems biology. The problem is usually approached by computational methods to model the gene behaviour or its networked interactions with the others by a set of latent parameters. The model parameters can be estimated through a meta-analysis of available data obtained from other relevant experiments. The key question here is how to find the relevant experiments which are potentially useful in analysing current data. In this study, the authors address this problem in the context of time-course gene expression experiments from an information retrieval perspective. To this end, they introduce a computational framework that takes a time-course experiment as a query and reports a list of relevant experiments retrieved from a given repository. These retrieved experiments can then be used to associate the environmental factors of query experiment with the findings previously reported. The model is tested using a set of time-course Arabidopsis microarrays. The experimental results show that relevant experiments can be successfully retrieved based on content similarity.
引用
收藏
页码:87 / 93
页数:7
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